def test_invalid_model_raises_value_error_exception(self, mocker):
mocker.patch(self.module + '._read_configs', return_value=(
self.global_config, {'models': [{'name': None, 'launchers': None, 'datasets': None}]}
))
with pytest.raises(ConfigError) as exception:
ConfigReader.merge(self.arguments)
error_message = str(exception.value).split(sep=': ')[-1]
assert error_message == 'Each model must specify {}'.format(', '.join(['name', 'launchers', 'datasets']))
def test_empty_models_in_local_config_raises_value_error_exception(self, mocker):
mocker.patch(self.module + '._read_configs', return_value=(
self.global_config, {'models': []}
))
with pytest.raises(ConfigError) as exception:
ConfigReader.merge(self.arguments)
error_message = str(exception.value).split(sep=': ')[-1]
assert error_message == 'Missed "{}" in local config'.format('models')
def test_missed_models_in_local_config_raises_value_error_exception(self, mocker):
mocker.patch(self.module + '._read_configs', return_value=(
self.global_config, {'not_models': 'custom'}
))
with pytest.raises(ConfigError) as exception:
ConfigReader.merge(self.arguments)
error_message = str(exception.value).split(sep=': ')[-1]
assert error_message == 'Accuracy Checker not_models mode is not supported. Please select between evaluations and models.'
def test_both_launchers_are_not_filtered_by_same_devices(self, mocker):
config_launchers = [
{
'framework': 'dlsdk',
'model': Path('/absolute_path1').absolute(),
'weights': Path('/absolute_path1').absolute(),
'adapter': 'classification',
'device': 'CPU',
},
{
'framework': 'caffe',
'model': Path('/absolute_path2').absolute(),
'weights': Path('/absolute_path2').absolute(),
'adapter': 'classification',
'device': 'GPU'
}
]
local_config = {'models': [{'name': 'name', 'launchers': config_launchers, 'datasets': [{'name': 'dataset'}]}]}
mocker.patch(self.module + '._read_configs', return_value=(None, local_config))
args = copy.deepcopy(self.arguments)
args.extensions = None
args.target_devices = ['GPU', 'CPU']
config = ConfigReader.merge(args)[0]
assert len(config['models']) == 2
assert len(config['models'][0]['launchers']) == 1
assert len(config['models'][1]['launchers']) == 1
launchers = [config['models'][0]['launchers'][0], config['models'][1]['launchers'][0]]
assert launchers == config_launchers
def test_only_appropriate_launcher_is_filtered_by_another_tag_if_provided_several_target_tags(self, mocker):
config_launchers = [
{
'framework': 'dlsdk',
'tags': ['tag1'],
'model': Path('/absolute_path1').absolute(),
'weights': Path('/absolute_path1').absolute(),
'adapter': 'classification',
'device': 'CPU',
},
{
'framework': 'caffe',
'tags': ['tag2'],
'model': Path('/absolute_path2').absolute(),
'weights': Path('/absolute_path2').absolute(),
'adapter': 'classification',
'device': 'GPU',
}
]
local_config = {'models': [{'name': 'name', 'launchers': config_launchers, 'datasets': [{'name': 'dataset'}]}]}
mocker.patch(self.module + '._read_configs', return_value=(None, local_config))
args = copy.deepcopy(self.arguments)
args.extensions = None
args.target_tags = ['tag2', 'tag3']
config = ConfigReader.merge(args)[0]
launchers = config['models'][0]['launchers']
assert len(launchers) == 1
assert launchers[0] == config_launchers[1]
def test_expand_relative_paths_in_launchers_config_using_command_line(self, mocker):
local_config = {'models': [{
'name': 'model',
'launchers': [{
'framework': 'dlsdk',
'model': 'relative_model_path',
'weights': 'relative_weights_path',
'cpu_extensions': 'relative_extensions_path',
'gpu_extensions': 'relative_extensions_path',
}],
'datasets': [{'name': 'dataset'}]
}]}
mocker.patch(self.module + '._read_configs', return_value=(None, local_config))
with mock_filesystem(['extensions/', 'models/']) as prefix:
expected = copy.deepcopy(local_config['models'][0]['launchers'][0])
expected['model'] = prefix / self.arguments.models / 'relative_model_path'
expected['weights'] = prefix / self.arguments.models / 'relative_weights_path'
expected['cpu_extensions'] = prefix / self.arguments.extensions / 'relative_extensions_path'
expected['gpu_extensions'] = prefix / self.arguments.extensions / 'relative_extensions_path'
args = copy.deepcopy(self.arguments)
args.extensions = prefix / self.arguments.extensions
args.models = prefix / self.arguments.models
config = ConfigReader.merge(args)[0]
assert config['models'][0]['launchers'][0] == expected
def test_not_overwrite_relative_paths_in_datasets_config_using_env_variable_if_commandline_provided(self, mocker):
local_config = {'models': [{
'name': 'model',
'launchers': [{'framework': 'caffe'}],
'datasets': [{
'name': 'global_dataset',
'dataset_meta': 'relative_annotation_path',
'data_source': 'relative_source_path',
'segmentation_masks_source': 'relative_source_path',
'annotation': 'relative_annotation_path'
}]
}]}
mocker.patch(self.module + '._read_configs', return_value=(
None, local_config
))
expected = copy.deepcopy(local_config['models'][0]['datasets'][0])
with mock_filesystem(['source/']) as prefix:
mocker.patch('os.environ.get', return_value=str(prefix))
expected['dataset_meta'] = prefix / 'relative_annotation_path'
expected['segmentation_masks_source'] = prefix / 'relative_source_path'
expected['data_source'] = prefix / 'relative_source_path'
expected['annotation'] = prefix / 'relative_annotation_path'
expected['dataset_meta'] = prefix / 'relative_annotation_path'
arguments = copy.deepcopy(self.arguments)
arguments.extensions = None
arguments.source = None
arguments.annotations = None
config = ConfigReader.merge(arguments)[0]
assert config['models'][0]['datasets'][0] == expected
def test_both_launchers_are_filtered_by_other_devices(self, mocker):
config_launchers = [
{
'framework': 'dlsdk',
'model': Path('/absolute_path1').absolute(),
'weights': Path('/absolute_path1').absolute(),
'adapter': 'classification',
'device': 'CPU',
},
{
'framework': 'caffe',
'model': Path('/absolute_path2').absolute(),
'weights': Path('/absolute_path2').absolute(),
'adapter': 'classification',
'device': 'CPU'
}
]
local_config = {'models': [{'name': 'name', 'launchers': config_launchers, 'datasets': [{'name': 'dataset'}]}]}
mocker.patch(self.module + '._read_configs', return_value=(None, local_config))
args = copy.deepcopy(self.arguments)
args.target_devices = ['FPGA', 'MYRIAD']
args.extensions = None
with pytest.warns(Warning):
config = ConfigReader.merge(args)[0]
assert len(config['models']) == 0
def test_launcher_is_not_filtered_by_device_with_tail(self, mocker):
config_launchers = [
{
'framework': 'dlsdk',
'model': Path('/absolute_path1').absolute(),
'weights': Path('/absolute_path1').absolute(),
'adapter': 'classification',
'device': 'CPU',
},
{
'framework': 'caffe',
'model': Path('/absolute_path2').absolute(),
'weights': Path('/absolute_path2').absolute(),
'adapter': 'classification',
'device': 'GPU'
}
]
local_config = {'models': [{'name': 'name', 'launchers': config_launchers, 'datasets': [{'name': 'dataset'}]}]}
mocker.patch(self.module + '._read_configs', return_value=(None, local_config))
args = copy.deepcopy(self.arguments)
args.converted_models = None
args.extensions = None
args.target_devices = ['CPU', 'GPU_unexpected_tail']
config = ConfigReader.merge(args)[0]
launchers = config['models'][0]['launchers']
assert len(launchers) == 1
assert launchers[0] == config_launchers[0]
def test_not_modify_absolute_paths_in_datasets_config_using_command_line(self):
local_config = {'models': [{
'name': 'model',
'datasets': [{
'name': 'global_dataset',
'dataset_meta': Path('/absolute_annotation_meta_path').absolute(),
'data_source': Path('/absolute_source_path').absolute(),
'annotation': Path('/absolute_annotation_path').absolute(),
}]
}]}
expected = copy.deepcopy(local_config['models'][0]['datasets'][0])
expected['annotation'] = Path('/absolute_annotation_path').absolute()
expected['dataset_meta'] = Path('/absolute_annotation_meta_path').absolute()
expected['data_source'] = Path('/absolute_source_path').absolute()
ConfigReader._merge_paths_with_prefixes(self.arguments, local_config)
assert local_config['models'][0]['datasets'][0] == expected
def test_merge_datasets_with_definitions(self, mocker):
local_config = {'models': [{
'name': 'model',
'launchers': [{'framework': 'dlsdk', 'model': Path('/absolute_path').absolute(), 'weights': Path('/absolute_path').absolute()}],
'datasets': [{'name': 'global_dataset'}]
}]}
mocker.patch(self.module + '._read_configs', return_value=(
self.global_config, local_config
))
arguments = copy.deepcopy(self.arguments)
arguments.extensions = None
config = ConfigReader.merge(arguments)[0]
assert config['models'][0]['datasets'][0] == self.global_datasets[0]
def test_launcher_is_not_filtered_by_the_same_framework(self, mocker):
config_launchers = [{
'framework': 'dlsdk',
'model': Path('/absolute_path1').absolute(),
'weights': Path('/absolute_path1').absolute(),
'adapter': 'classification',
'device': 'CPU',
}]
local_config = {'models': [{'name': 'name', 'launchers': config_launchers, 'datasets': [{'name': 'dataset'}]}]}
mocker.patch(self.module + '._read_configs', return_value=(None, local_config))
args = copy.deepcopy(self.arguments)
args.extensions = None
args.target_framework = 'dlsdk'
config = ConfigReader.merge(args)[0]
launchers = config['models'][0]['launchers']
assert launchers == config_launchers
def test_replace_empty_device_by_target_in_models_mode(self, mocker):
local_config = {
'models': [{
'name': 'model',
'launchers': [{
'framework': 'caffe',
'model': Path('/absolute_path2').absolute(),
'weights': Path('/absolute_path2').absolute(),
'adapter': 'classification',
}],
'datasets': [{'name': 'dataset'}]}]
}
mocker.patch(self.module + '._read_configs', return_value=(None, local_config))
args = copy.deepcopy(self.arguments)
args.target_devices = ['CPU']
config, _ = ConfigReader.merge(args)
launchers = config['models'][0]['launchers']
assert len(launchers) == 1
assert 'device' in launchers[0]
assert launchers[0]['device'].upper() == 'CPU'
def test_merge_launchers_with_model_is_not_modified(self, mocker):
local_config = {'models': [{
'name': 'model',
'launchers': [{'framework': 'dlsdk', 'model': Path('/custom').absolute()}],
'datasets': [{'name': 'global_dataset'}]
}]}
expected = copy.deepcopy(self.get_global_launcher('dlsdk'))
expected['model'] = Path('/custom').absolute()
mocker.patch(self.module + '._read_configs', return_value=(
self.global_config, local_config
))
with mock_filesystem(['extensions/']) as prefix:
expected['cpu_extensions'] = prefix / self.arguments.extensions / expected['cpu_extensions']
args = copy.deepcopy(self.arguments)
args.models = None
args.extensions = prefix / self.arguments.extensions
config = ConfigReader.merge(args)[0]
assert config['models'][0]['launchers'][0] == expected
def test_read_configs_without_global_config(self, mocker):
config = {'models': [{
'name': 'model',
'launchers': [{'framework': 'dlsdk', 'model': Path('/absolute_path').absolute(), 'weights': Path('/absolute_path').absolute()}],
'datasets': [{'name': 'global_dataset'}]
}]}
empty_args = Namespace(**{
'models': Path.cwd(), 'extensions': Path.cwd(), 'source': Path.cwd(), 'annotations': Path.cwd(),
'definitions': None, 'config': None, 'stored_predictions': None,
'progress': 'bar', 'target_framework': None, 'target_devices': None, 'target_backend': None, 'log_file': None,
'target_tags': None, 'cpu_extensions_mode': None,
'model_attributes': None
})
mocker.patch('openvino.tools.accuracy_checker.utils.get_path', return_value=Path.cwd())
mocker.patch('yaml.safe_load', return_value=config)
mocker.patch('pathlib.Path.open')
result = ConfigReader.merge(empty_args)
assert 'models' == result[1]
assert config == result[0]
def test_launcher_with_several_tags_contained_at_least_one_from_target_tegs_is_not_filtered(self, mocker):
config_launchers = [
{
'framework': 'dlsdk',
'tags': ['tag1', 'tag2'],
'model': Path('/absolute_path1').absolute(),
'weights': Path('/absolute_path1').absolute(),
'adapter': 'classification',
'device': 'CPU',
}
]
local_config = {'models': [{'name': 'name', 'launchers': config_launchers, 'datasets': [{'name': 'dataset'}]}]}
mocker.patch(self.module + '._read_configs', return_value=(None, local_config))
args = copy.deepcopy(self.arguments)
args.extensions = None
args.target_tags = ['tag2']
config = ConfigReader.merge(args)[0]
launchers = config['models'][0]['launchers']
assert len(launchers) == 1
assert launchers[0] == config_launchers[0]
def test_all_model_launchers_filtered_in_config_with_several_models(self, mocker):
model1_launchers = [
{
'framework': 'dlsdk',
'model': Path('/absolute_path1').absolute(),
'weights': Path('/absolute_path1').absolute(),
'adapter': 'classification',
'device': 'CPU',
},
{
'framework': 'caffe',
'model': Path('/absolute_path2').absolute(),
'weights': Path('/absolute_path2').absolute(),
'adapter': 'classification',
'device': 'CPU'
}
]
model2_launchers = [
{
'framework': 'tf',
'model': Path('/absolute_path3').absolute(),
'adapter': 'classification',
'device': 'CPU'
}
]
local_config = {'models': [
{'name': 'model_1', 'launchers': model1_launchers, 'datasets': [{'name': 'dataset'}]},
{'name': 'model_2', 'launchers': model2_launchers, 'datasets': [{'name': 'dataset'}]}
]}
mocker.patch(self.module + '._read_configs', return_value=(None, local_config))
args = copy.deepcopy(self.arguments)
args.target_framework = 'tf'
with pytest.warns(Warning):
config = ConfigReader.merge(args)[0]
assert len(config['models']) == 1
assert config['models'][0]['name'] == 'model_2'
assert config['models'][0]['launchers'] == model2_launchers